The flashing neon sign of "Sammy's Subs" had always been a beacon of familiarity for Olivia. Now, reading the email notification, the sign seemed to mock her. The familiar ache in her jaw from the subs, and the comfort they brought, became another memory that could no longer be enjoyed.

She slammed her laptop shut. She felt a profound sense of injustice. She stormed out of her apartment, and stomped on the flowers in her front yard, an act that brought her no relief. She wanted to scream. She wanted to hurt someone. She wanted the world to stop.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262